diff --git a/examples/command_line_interface.ipynb b/examples/command_line_interface.ipynb
index ca4ab53..67ece1f 100644
--- a/examples/command_line_interface.ipynb
+++ b/examples/command_line_interface.ipynb
@@ -230,6 +230,13 @@
     "During first execution, QuackOSM will cache three PBF files sources locally. This operation takes some time."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Geocoding"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -243,6 +250,13 @@
     "! QuackOSM --geom-filter-geocode 'Monaco-Ville, Monaco'"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### GeoJSON"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -256,6 +270,13 @@
     "! QuackOSM --geom-filter-geojson '{\"type\":\"Feature\",\"geometry\":{\"coordinates\":[[[7.416,43.734],[7.416,43.731],[7.421,43.731],[7.421,43.734],[7.416,43.734]]],\"type\":\"Polygon\"}}'"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Geohash"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -269,6 +290,13 @@
     "! QuackOSM --geom-filter-index-geohash spv2bcs"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### H3"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -282,6 +310,13 @@
     "! QuackOSM --geom-filter-index-h3 893969a4037ffff"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### S2"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -295,6 +330,13 @@
     "! QuackOSM --geom-filter-index-s2 12cdc28d"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### WKT"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -396,6 +438,13 @@
     "- `--compact-tags` (or `--compact`): will always keep tags together as a single column."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "### Separated tags (`explode`)"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -419,14 +468,14 @@
    },
    "outputs": [],
    "source": [
-    "! QuackOSM andorra.osm.pbf --osm-tags-filter '{ \"amenity\": \"parking\", \"building\": \"office\" }' --compact --output files/andorra_filtered_compact.geoparquet"
+    "! ./duckdb :memory: \"FROM read_parquet('files/andorra_filtered_exploded.geoparquet')\""
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "Let's see the difference in the files structure."
+    "### Compact tags (`compact`)"
    ]
   },
   {
@@ -439,7 +488,7 @@
    },
    "outputs": [],
    "source": [
-    "! ./duckdb :memory: \"FROM read_parquet('files/andorra_filtered_exploded.geoparquet')\""
+    "! QuackOSM andorra.osm.pbf --osm-tags-filter '{ \"amenity\": \"parking\", \"building\": \"office\" }' --compact --output files/andorra_filtered_compact.geoparquet"
    ]
   },
   {
@@ -509,7 +558,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.11.7"
+   "version": "3.10.12"
   }
  },
  "nbformat": 4,